Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 3192 |
| Missing cells | 7224 |
| Missing cells (%) | 25.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 408.5 KiB |
| Average record size in memory | 131.0 B |
Variable types
| NUM | 8 |
|---|---|
| CAT | 1 |
LandMaxTemperature is highly correlated with LandAverageTemperature and 2 other fields | High correlation |
LandAverageTemperature is highly correlated with LandMaxTemperature and 2 other fields | High correlation |
LandMinTemperature is highly correlated with LandAverageTemperature and 2 other fields | High correlation |
LandAndOceanAverageTemperature is highly correlated with LandAverageTemperature and 2 other fields | High correlation |
LandAndOceanAverageTemperatureUncertainty is highly correlated with LandAverageTemperatureUncertainty | High correlation |
LandAverageTemperatureUncertainty is highly correlated with LandAndOceanAverageTemperatureUncertainty | High correlation |
LandMaxTemperature has 1200 (37.6%) missing values | Missing |
LandMaxTemperatureUncertainty has 1200 (37.6%) missing values | Missing |
LandMinTemperature has 1200 (37.6%) missing values | Missing |
LandMinTemperatureUncertainty has 1200 (37.6%) missing values | Missing |
LandAndOceanAverageTemperature has 1200 (37.6%) missing values | Missing |
LandAndOceanAverageTemperatureUncertainty has 1200 (37.6%) missing values | Missing |
dt has unique values | Unique |
Reproduction
| Analysis started | 2020-10-31 17:46:35.992995 |
|---|---|
| Analysis finished | 2020-10-31 17:47:06.265874 |
| Duration | 30.27 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 3192 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.1 KiB |
| 1780-02-01 | 1 |
|---|---|
| 1888-05-01 | 1 |
| 2004-01-01 | 1 |
| 1920-12-01 | 1 |
| 1878-12-01 | 1 |
| Other values (3187) |
| Value | Count | Frequency (%) | |
| 1780-02-01 | 1 | < 0.1% | |
| 1888-05-01 | 1 | < 0.1% | |
| 2004-01-01 | 1 | < 0.1% | |
| 1920-12-01 | 1 | < 0.1% | |
| 1878-12-01 | 1 | < 0.1% | |
| 1955-08-01 | 1 | < 0.1% | |
| 1961-06-01 | 1 | < 0.1% | |
| 1904-08-01 | 1 | < 0.1% | |
| 1796-07-01 | 1 | < 0.1% | |
| 1935-09-01 | 1 | < 0.1% | |
| 1971-09-01 | 1 | < 0.1% | |
| 1757-12-01 | 1 | < 0.1% | |
| 1864-07-01 | 1 | < 0.1% | |
| 1985-06-01 | 1 | < 0.1% | |
| 1895-04-01 | 1 | < 0.1% | |
| 1982-04-01 | 1 | < 0.1% | |
| 1949-06-01 | 1 | < 0.1% | |
| 1928-04-01 | 1 | < 0.1% | |
| 1789-09-01 | 1 | < 0.1% | |
| 1941-02-01 | 1 | < 0.1% | |
| 1926-07-01 | 1 | < 0.1% | |
| 1934-02-01 | 1 | < 0.1% | |
| 1904-05-01 | 1 | < 0.1% | |
| 1803-01-01 | 1 | < 0.1% | |
| 1790-08-01 | 1 | < 0.1% | |
| Other values (3167) | 3167 | 99.2% |
Frequencies of value counts
Unique
| Unique | 3192 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 8158 | 25.6% | |
| 0 | 6728 | 21.1% | |
| - | 6384 | 20.0% | |
| 8 | 2138 | 6.7% | |
| 9 | 2138 | 6.7% | |
| 7 | 1538 | 4.8% | |
| 2 | 1288 | 4.0% | |
| 5 | 950 | 3.0% | |
| 6 | 938 | 2.9% | |
| 3 | 830 | 2.6% | |
| 4 | 830 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 25536 | 80.0% | |
| Dash Punctuation | 6384 | 20.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 8158 | 31.9% | |
| 0 | 6728 | 26.3% | |
| 8 | 2138 | 8.4% | |
| 9 | 2138 | 8.4% | |
| 7 | 1538 | 6.0% | |
| 2 | 1288 | 5.0% | |
| 5 | 950 | 3.7% | |
| 6 | 938 | 3.7% | |
| 3 | 830 | 3.3% | |
| 4 | 830 | 3.3% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 6384 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 31920 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 8158 | 25.6% | |
| 0 | 6728 | 21.1% | |
| - | 6384 | 20.0% | |
| 8 | 2138 | 6.7% | |
| 9 | 2138 | 6.7% | |
| 7 | 1538 | 4.8% | |
| 2 | 1288 | 4.0% | |
| 5 | 950 | 3.0% | |
| 6 | 938 | 2.9% | |
| 3 | 830 | 2.6% | |
| 4 | 830 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 31920 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 8158 | 25.6% | |
| 0 | 6728 | 21.1% | |
| - | 6384 | 20.0% | |
| 8 | 2138 | 6.7% | |
| 9 | 2138 | 6.7% | |
| 7 | 1538 | 4.8% | |
| 2 | 1288 | 4.0% | |
| 5 | 950 | 3.0% | |
| 6 | 938 | 2.9% | |
| 3 | 830 | 2.6% | |
| 4 | 830 | 2.6% |
| Distinct | 2850 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 12 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.374731132 |
|---|---|
| Minimum | -2.08 |
| Maximum | 19.021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | -2.08 |
|---|---|
| 5-th percentile | 1.97075 |
| Q1 | 4.312 |
| median | 8.6105 |
| Q3 | 12.54825 |
| 95-th percentile | 14.395 |
| Maximum | 19.021 |
| Range | 21.101 |
| Interquartile range (IQR) | 8.23625 |
Descriptive statistics
| Standard deviation | 4.381309771 |
|---|---|
| Coefficient of variation (CV) | 0.5231582604 |
| Kurtosis | -1.342072459 |
| Mean | 8.374731132 |
| Median Absolute Deviation (MAD) | 4.1565 |
| Skewness | -0.08142566548 |
| Sum | 26631.645 |
| Variance | 19.19587531 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 13.293 | 4 | 0.1% | |
| 13.765 | 4 | 0.1% | |
| 2.737 | 3 | 0.1% | |
| 3.092 | 3 | 0.1% | |
| 14.197 | 3 | 0.1% | |
| 13.827 | 3 | 0.1% | |
| 13.459 | 3 | 0.1% | |
| 12.247 | 3 | 0.1% | |
| 13.744 | 3 | 0.1% | |
| 13.484 | 3 | 0.1% | |
| 13.821 | 3 | 0.1% | |
| 14.319 | 3 | 0.1% | |
| 2.039 | 3 | 0.1% | |
| 3.213 | 3 | 0.1% | |
| 14.742 | 3 | 0.1% | |
| 13.953 | 3 | 0.1% | |
| 13.412 | 3 | 0.1% | |
| 3.785 | 3 | 0.1% | |
| 3.099 | 3 | 0.1% | |
| 13.58 | 3 | 0.1% | |
| 5.272 | 3 | 0.1% | |
| 14.242 | 3 | 0.1% | |
| 8.722 | 3 | 0.1% | |
| 3.92 | 3 | 0.1% | |
| 11.097 | 3 | 0.1% | |
| Other values (2825) | 3103 | 97.2% | |
| (Missing) | 12 | 0.4% |
| Value | Count | Frequency (%) | |
| -2.08 | 1 | < 0.1% | |
| -1.503 | 1 | < 0.1% | |
| -1.431 | 1 | < 0.1% | |
| -1.385 | 1 | < 0.1% | |
| -1.249 | 1 | < 0.1% | |
| -0.978 | 1 | < 0.1% | |
| -0.837 | 1 | < 0.1% | |
| -0.811 | 1 | < 0.1% | |
| -0.806 | 1 | < 0.1% | |
| -0.793 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19.021 | 1 | < 0.1% | |
| 17.91 | 1 | < 0.1% | |
| 17.61 | 1 | < 0.1% | |
| 17.115 | 1 | < 0.1% | |
| 16.821 | 1 | < 0.1% | |
| 16.521 | 1 | < 0.1% | |
| 16.468 | 1 | < 0.1% | |
| 16.391 | 1 | < 0.1% | |
| 16.183 | 1 | < 0.1% | |
| 16.025 | 1 | < 0.1% |
| Distinct | 1594 |
|---|---|
| Distinct (%) | 50.1% |
| Missing | 12 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9384679245 |
|---|---|
| Minimum | 0.034 |
| Maximum | 7.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | 0.034 |
|---|---|
| 5-th percentile | 0.066 |
| Q1 | 0.18675 |
| median | 0.392 |
| Q3 | 1.41925 |
| 95-th percentile | 3.2351 |
| Maximum | 7.88 |
| Range | 7.846 |
| Interquartile range (IQR) | 1.2325 |
Descriptive statistics
| Standard deviation | 1.096439795 |
|---|---|
| Coefficient of variation (CV) | 1.168329536 |
| Kurtosis | 3.536050467 |
| Mean | 0.9384679245 |
| Median Absolute Deviation (MAD) | 0.31 |
| Skewness | 1.780596521 |
| Sum | 2984.328 |
| Variance | 1.202180224 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.087 | 20 | 0.6% | |
| 0.064 | 19 | 0.6% | |
| 0.077 | 16 | 0.5% | |
| 0.078 | 16 | 0.5% | |
| 0.086 | 14 | 0.4% | |
| 0.068 | 14 | 0.4% | |
| 0.082 | 14 | 0.4% | |
| 0.085 | 13 | 0.4% | |
| 0.084 | 13 | 0.4% | |
| 0.07 | 12 | 0.4% | |
| 0.083 | 12 | 0.4% | |
| 0.106 | 12 | 0.4% | |
| 0.09 | 11 | 0.3% | |
| 0.104 | 11 | 0.3% | |
| 0.276 | 11 | 0.3% | |
| 0.062 | 11 | 0.3% | |
| 0.091 | 11 | 0.3% | |
| 0.079 | 11 | 0.3% | |
| 0.099 | 11 | 0.3% | |
| 0.08 | 11 | 0.3% | |
| 0.059 | 11 | 0.3% | |
| 0.089 | 11 | 0.3% | |
| 0.072 | 10 | 0.3% | |
| 0.066 | 10 | 0.3% | |
| 0.096 | 10 | 0.3% | |
| Other values (1569) | 2865 | 89.8% | |
| (Missing) | 12 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.034 | 1 | < 0.1% | |
| 0.035 | 2 | 0.1% | |
| 0.036 | 1 | < 0.1% | |
| 0.039 | 1 | < 0.1% | |
| 0.04 | 1 | < 0.1% | |
| 0.041 | 3 | 0.1% | |
| 0.042 | 2 | 0.1% | |
| 0.044 | 2 | 0.1% | |
| 0.045 | 3 | 0.1% | |
| 0.046 | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 7.88 | 1 | < 0.1% | |
| 7.492 | 1 | < 0.1% | |
| 7.349 | 1 | < 0.1% | |
| 6.415 | 1 | < 0.1% | |
| 6.341 | 1 | < 0.1% | |
| 5.966 | 1 | < 0.1% | |
| 5.963 | 1 | < 0.1% | |
| 5.857 | 1 | < 0.1% | |
| 5.827 | 1 | < 0.1% | |
| 5.656 | 1 | < 0.1% |
| Distinct | 1821 |
|---|---|
| Distinct (%) | 91.4% |
| Missing | 1200 |
| Missing (%) | 37.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.3506009 |
|---|---|
| Minimum | 5.9 |
| Maximum | 21.32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | 5.9 |
|---|---|
| 5-th percentile | 8.118 |
| Q1 | 10.212 |
| median | 14.76 |
| Q3 | 18.4515 |
| 95-th percentile | 20.1625 |
| Maximum | 21.32 |
| Range | 15.42 |
| Interquartile range (IQR) | 8.2395 |
Descriptive statistics
| Standard deviation | 4.309578966 |
|---|---|
| Coefficient of variation (CV) | 0.3003065164 |
| Kurtosis | -1.456171165 |
| Mean | 14.3506009 |
| Median Absolute Deviation (MAD) | 4.137 |
| Skewness | -0.09693800875 |
| Sum | 28586.397 |
| Variance | 18.57247086 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 17.196 | 3 | 0.1% | |
| 19.85 | 3 | 0.1% | |
| 8.555 | 3 | 0.1% | |
| 19.36 | 3 | 0.1% | |
| 17.289 | 3 | 0.1% | |
| 20.037 | 3 | 0.1% | |
| 19.628 | 3 | 0.1% | |
| 10.781 | 3 | 0.1% | |
| 19.753 | 3 | 0.1% | |
| 17.713 | 3 | 0.1% | |
| 11.411 | 3 | 0.1% | |
| 11.24 | 2 | 0.1% | |
| 11.384 | 2 | 0.1% | |
| 19.163 | 2 | 0.1% | |
| 18.078 | 2 | 0.1% | |
| 19.022 | 2 | 0.1% | |
| 10.469 | 2 | 0.1% | |
| 11.628 | 2 | 0.1% | |
| 19.82 | 2 | 0.1% | |
| 19.987 | 2 | 0.1% | |
| 17.394 | 2 | 0.1% | |
| 8.544 | 2 | 0.1% | |
| 19.275 | 2 | 0.1% | |
| 19.396 | 2 | 0.1% | |
| 17.769 | 2 | 0.1% | |
| Other values (1796) | 1931 | 60.5% | |
| (Missing) | 1200 | 37.6% |
| Value | Count | Frequency (%) | |
| 5.9 | 1 | < 0.1% | |
| 6.421 | 1 | < 0.1% | |
| 6.436 | 1 | < 0.1% | |
| 6.642 | 1 | < 0.1% | |
| 6.679 | 1 | < 0.1% | |
| 6.686 | 1 | < 0.1% | |
| 6.864 | 1 | < 0.1% | |
| 6.961 | 1 | < 0.1% | |
| 7.023 | 1 | < 0.1% | |
| 7.064 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 21.32 | 1 | < 0.1% | |
| 21.199 | 1 | < 0.1% | |
| 21.108 | 1 | < 0.1% | |
| 21.085 | 1 | < 0.1% | |
| 21.006 | 2 | 0.1% | |
| 20.972 | 1 | < 0.1% | |
| 20.97 | 1 | < 0.1% | |
| 20.923 | 1 | < 0.1% | |
| 20.922 | 1 | < 0.1% | |
| 20.905 | 1 | < 0.1% |
| Distinct | 841 |
|---|---|
| Distinct (%) | 42.2% |
| Missing | 1200 |
| Missing (%) | 37.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4797816265 |
|---|---|
| Minimum | 0.044 |
| Maximum | 4.373 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | 0.044 |
|---|---|
| 5-th percentile | 0.083 |
| Q1 | 0.142 |
| median | 0.252 |
| Q3 | 0.539 |
| 95-th percentile | 1.86245 |
| Maximum | 4.373 |
| Range | 4.329 |
| Interquartile range (IQR) | 0.397 |
Descriptive statistics
| Standard deviation | 0.5832029575 |
|---|---|
| Coefficient of variation (CV) | 1.215559174 |
| Kurtosis | 7.55348287 |
| Mean | 0.4797816265 |
| Median Absolute Deviation (MAD) | 0.136 |
| Skewness | 2.565863891 |
| Sum | 955.725 |
| Variance | 0.3401256896 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.093 | 14 | 0.4% | |
| 0.105 | 12 | 0.4% | |
| 0.098 | 11 | 0.3% | |
| 0.13 | 11 | 0.3% | |
| 0.106 | 11 | 0.3% | |
| 0.094 | 11 | 0.3% | |
| 0.179 | 10 | 0.3% | |
| 0.099 | 10 | 0.3% | |
| 0.16 | 10 | 0.3% | |
| 0.09 | 9 | 0.3% | |
| 0.108 | 9 | 0.3% | |
| 0.117 | 9 | 0.3% | |
| 0.088 | 9 | 0.3% | |
| 0.122 | 9 | 0.3% | |
| 0.116 | 9 | 0.3% | |
| 0.085 | 9 | 0.3% | |
| 0.165 | 9 | 0.3% | |
| 0.219 | 9 | 0.3% | |
| 0.079 | 9 | 0.3% | |
| 0.212 | 9 | 0.3% | |
| 0.28 | 8 | 0.3% | |
| 0.111 | 8 | 0.3% | |
| 0.298 | 8 | 0.3% | |
| 0.092 | 8 | 0.3% | |
| 0.084 | 8 | 0.3% | |
| Other values (816) | 1753 | 54.9% | |
| (Missing) | 1200 | 37.6% |
| Value | Count | Frequency (%) | |
| 0.044 | 1 | < 0.1% | |
| 0.048 | 1 | < 0.1% | |
| 0.052 | 1 | < 0.1% | |
| 0.055 | 3 | 0.1% | |
| 0.056 | 1 | < 0.1% | |
| 0.057 | 2 | 0.1% | |
| 0.058 | 2 | 0.1% | |
| 0.059 | 2 | 0.1% | |
| 0.06 | 2 | 0.1% | |
| 0.061 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4.373 | 1 | < 0.1% | |
| 4.24 | 1 | < 0.1% | |
| 4.164 | 1 | < 0.1% | |
| 3.751 | 1 | < 0.1% | |
| 3.491 | 1 | < 0.1% | |
| 3.36 | 1 | < 0.1% | |
| 3.339 | 1 | < 0.1% | |
| 3.188 | 1 | < 0.1% | |
| 3.187 | 1 | < 0.1% | |
| 3.184 | 1 | < 0.1% |
| Distinct | 1872 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 1200 |
| Missing (%) | 37.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.743595382 |
|---|---|
| Minimum | -5.407 |
| Maximum | 9.715 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | -5.407 |
|---|---|
| 5-th percentile | -3.32445 |
| Q1 | -1.3345 |
| median | 2.9495 |
| Q3 | 6.77875 |
| 95-th percentile | 8.51045 |
| Maximum | 9.715 |
| Range | 15.122 |
| Interquartile range (IQR) | 8.11325 |
Descriptive statistics
| Standard deviation | 4.15583532 |
|---|---|
| Coefficient of variation (CV) | 1.514740602 |
| Kurtosis | -1.433529954 |
| Mean | 2.743595382 |
| Median Absolute Deviation (MAD) | 4.088 |
| Skewness | -0.05025501431 |
| Sum | 5465.242 |
| Variance | 17.27096721 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7.892 | 3 | 0.1% | |
| 8.161 | 3 | 0.1% | |
| 7.818 | 3 | 0.1% | |
| 8.184 | 3 | 0.1% | |
| -1.139 | 3 | 0.1% | |
| 7.057 | 2 | 0.1% | |
| -3.23 | 2 | 0.1% | |
| 5.176 | 2 | 0.1% | |
| -1.942 | 2 | 0.1% | |
| -3.764 | 2 | 0.1% | |
| 1.91 | 2 | 0.1% | |
| 7.965 | 2 | 0.1% | |
| 3.162 | 2 | 0.1% | |
| 0.555 | 2 | 0.1% | |
| 5.263 | 2 | 0.1% | |
| -2.452 | 2 | 0.1% | |
| 8.205 | 2 | 0.1% | |
| 3.8 | 2 | 0.1% | |
| -0.654 | 2 | 0.1% | |
| 7.796 | 2 | 0.1% | |
| 5.202 | 2 | 0.1% | |
| 6.597 | 2 | 0.1% | |
| 5.967 | 2 | 0.1% | |
| 8.012 | 2 | 0.1% | |
| 8.189 | 2 | 0.1% | |
| Other values (1847) | 1937 | 60.7% | |
| (Missing) | 1200 | 37.6% |
| Value | Count | Frequency (%) | |
| -5.407 | 1 | < 0.1% | |
| -5.345 | 1 | < 0.1% | |
| -4.947 | 1 | < 0.1% | |
| -4.717 | 1 | < 0.1% | |
| -4.678 | 1 | < 0.1% | |
| -4.621 | 1 | < 0.1% | |
| -4.558 | 1 | < 0.1% | |
| -4.519 | 1 | < 0.1% | |
| -4.465 | 1 | < 0.1% | |
| -4.365 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.715 | 1 | < 0.1% | |
| 9.684 | 1 | < 0.1% | |
| 9.569 | 1 | < 0.1% | |
| 9.551 | 1 | < 0.1% | |
| 9.482 | 1 | < 0.1% | |
| 9.456 | 1 | < 0.1% | |
| 9.428 | 1 | < 0.1% | |
| 9.409 | 1 | < 0.1% | |
| 9.407 | 1 | < 0.1% | |
| 9.344 | 1 | < 0.1% |
| Distinct | 781 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 1200 |
| Missing (%) | 37.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4318488956 |
|---|---|
| Minimum | 0.045 |
| Maximum | 3.498 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | 0.045 |
|---|---|
| 5-th percentile | 0.08455 |
| Q1 | 0.155 |
| median | 0.279 |
| Q3 | 0.45825 |
| 95-th percentile | 1.3948 |
| Maximum | 3.498 |
| Range | 3.453 |
| Interquartile range (IQR) | 0.30325 |
Descriptive statistics
| Standard deviation | 0.4458378371 |
|---|---|
| Coefficient of variation (CV) | 1.032393139 |
| Kurtosis | 7.0548683 |
| Mean | 0.4318488956 |
| Median Absolute Deviation (MAD) | 0.135 |
| Skewness | 2.384389692 |
| Sum | 860.243 |
| Variance | 0.198771377 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.237 | 12 | 0.4% | |
| 0.13 | 11 | 0.3% | |
| 0.082 | 11 | 0.3% | |
| 0.145 | 11 | 0.3% | |
| 0.126 | 11 | 0.3% | |
| 0.213 | 10 | 0.3% | |
| 0.224 | 10 | 0.3% | |
| 0.338 | 10 | 0.3% | |
| 0.127 | 9 | 0.3% | |
| 0.125 | 9 | 0.3% | |
| 0.086 | 8 | 0.3% | |
| 0.313 | 8 | 0.3% | |
| 0.134 | 8 | 0.3% | |
| 0.092 | 8 | 0.3% | |
| 0.085 | 8 | 0.3% | |
| 0.113 | 8 | 0.3% | |
| 0.235 | 8 | 0.3% | |
| 0.345 | 8 | 0.3% | |
| 0.17 | 8 | 0.3% | |
| 0.115 | 8 | 0.3% | |
| 0.216 | 8 | 0.3% | |
| 0.252 | 8 | 0.3% | |
| 0.155 | 8 | 0.3% | |
| 0.247 | 8 | 0.3% | |
| 0.193 | 7 | 0.2% | |
| Other values (756) | 1769 | 55.4% | |
| (Missing) | 1200 | 37.6% |
| Value | Count | Frequency (%) | |
| 0.045 | 1 | < 0.1% | |
| 0.047 | 1 | < 0.1% | |
| 0.051 | 3 | 0.1% | |
| 0.053 | 1 | < 0.1% | |
| 0.054 | 2 | 0.1% | |
| 0.055 | 1 | < 0.1% | |
| 0.058 | 1 | < 0.1% | |
| 0.06 | 3 | 0.1% | |
| 0.061 | 2 | 0.1% | |
| 0.062 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.498 | 1 | < 0.1% | |
| 3.428 | 1 | < 0.1% | |
| 2.963 | 1 | < 0.1% | |
| 2.929 | 1 | < 0.1% | |
| 2.843 | 1 | < 0.1% | |
| 2.822 | 1 | < 0.1% | |
| 2.795 | 1 | < 0.1% | |
| 2.714 | 1 | < 0.1% | |
| 2.594 | 1 | < 0.1% | |
| 2.56 | 1 | < 0.1% |
| Distinct | 1616 |
|---|---|
| Distinct (%) | 81.1% |
| Missing | 1200 |
| Missing (%) | 37.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.21256576 |
|---|---|
| Minimum | 12.475 |
| Maximum | 17.611 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | 12.475 |
|---|---|
| 5-th percentile | 13.3 |
| Q1 | 14.047 |
| median | 15.251 |
| Q3 | 16.39625 |
| 95-th percentile | 17.0166 |
| Maximum | 17.611 |
| Range | 5.136 |
| Interquartile range (IQR) | 2.34925 |
Descriptive statistics
| Standard deviation | 1.274092954 |
|---|---|
| Coefficient of variation (CV) | 0.08375266699 |
| Kurtosis | -1.322464368 |
| Mean | 15.21256576 |
| Median Absolute Deviation (MAD) | 1.179 |
| Skewness | -0.05604937795 |
| Sum | 30303.431 |
| Variance | 1.623312857 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 15.005 | 5 | 0.2% | |
| 13.311 | 4 | 0.1% | |
| 16.783 | 4 | 0.1% | |
| 13.26 | 4 | 0.1% | |
| 16.496 | 4 | 0.1% | |
| 16.846 | 4 | 0.1% | |
| 16.596 | 4 | 0.1% | |
| 15.927 | 4 | 0.1% | |
| 16.912 | 3 | 0.1% | |
| 16.634 | 3 | 0.1% | |
| 14.607 | 3 | 0.1% | |
| 13.724 | 3 | 0.1% | |
| 14.161 | 3 | 0.1% | |
| 16.216 | 3 | 0.1% | |
| 14.047 | 3 | 0.1% | |
| 16.605 | 3 | 0.1% | |
| 14.359 | 3 | 0.1% | |
| 15.823 | 3 | 0.1% | |
| 15.126 | 3 | 0.1% | |
| 13.904 | 3 | 0.1% | |
| 16.83 | 3 | 0.1% | |
| 14.418 | 3 | 0.1% | |
| 16.437 | 3 | 0.1% | |
| 16.745 | 3 | 0.1% | |
| 13.54 | 3 | 0.1% | |
| Other values (1591) | 1908 | 59.8% | |
| (Missing) | 1200 | 37.6% |
| Value | Count | Frequency (%) | |
| 12.475 | 1 | < 0.1% | |
| 12.62 | 1 | < 0.1% | |
| 12.658 | 1 | < 0.1% | |
| 12.702 | 1 | < 0.1% | |
| 12.732 | 1 | < 0.1% | |
| 12.828 | 1 | < 0.1% | |
| 12.833 | 1 | < 0.1% | |
| 12.839 | 1 | < 0.1% | |
| 12.84 | 1 | < 0.1% | |
| 12.879 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17.611 | 1 | < 0.1% | |
| 17.609 | 1 | < 0.1% | |
| 17.607 | 1 | < 0.1% | |
| 17.589 | 1 | < 0.1% | |
| 17.578 | 1 | < 0.1% | |
| 17.568 | 1 | < 0.1% | |
| 17.532 | 1 | < 0.1% | |
| 17.508 | 1 | < 0.1% | |
| 17.503 | 2 | 0.1% | |
| 17.491 | 1 | < 0.1% |
| Distinct | 294 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 1200 |
| Missing (%) | 37.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1285321285 |
|---|---|
| Minimum | 0.042 |
| Maximum | 0.457 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.1 KiB |
Quantile statistics
| Minimum | 0.042 |
|---|---|
| 5-th percentile | 0.052 |
| Q1 | 0.063 |
| median | 0.122 |
| Q3 | 0.151 |
| 95-th percentile | 0.28345 |
| Maximum | 0.457 |
| Range | 0.415 |
| Interquartile range (IQR) | 0.088 |
Descriptive statistics
| Standard deviation | 0.07358679601 |
|---|---|
| Coefficient of variation (CV) | 0.5725167462 |
| Kurtosis | 1.525069706 |
| Mean | 0.1285321285 |
| Median Absolute Deviation (MAD) | 0.0535 |
| Skewness | 1.275594309 |
| Sum | 256.036 |
| Variance | 0.005415016546 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.061 | 49 | 1.5% | |
| 0.059 | 47 | 1.5% | |
| 0.06 | 45 | 1.4% | |
| 0.062 | 44 | 1.4% | |
| 0.057 | 41 | 1.3% | |
| 0.058 | 39 | 1.2% | |
| 0.056 | 37 | 1.2% | |
| 0.063 | 35 | 1.1% | |
| 0.054 | 35 | 1.1% | |
| 0.064 | 31 | 1.0% | |
| 0.122 | 30 | 0.9% | |
| 0.129 | 28 | 0.9% | |
| 0.127 | 28 | 0.9% | |
| 0.125 | 27 | 0.8% | |
| 0.052 | 27 | 0.8% | |
| 0.053 | 26 | 0.8% | |
| 0.05 | 25 | 0.8% | |
| 0.126 | 25 | 0.8% | |
| 0.128 | 25 | 0.8% | |
| 0.137 | 23 | 0.7% | |
| 0.134 | 23 | 0.7% | |
| 0.051 | 22 | 0.7% | |
| 0.13 | 22 | 0.7% | |
| 0.055 | 22 | 0.7% | |
| 0.065 | 22 | 0.7% | |
| Other values (269) | 1214 | 38.0% | |
| (Missing) | 1200 | 37.6% |
| Value | Count | Frequency (%) | |
| 0.042 | 1 | < 0.1% | |
| 0.043 | 1 | < 0.1% | |
| 0.045 | 3 | 0.1% | |
| 0.046 | 3 | 0.1% | |
| 0.047 | 4 | 0.1% | |
| 0.048 | 12 | 0.4% | |
| 0.049 | 13 | 0.4% | |
| 0.05 | 25 | 0.8% | |
| 0.051 | 22 | 0.7% | |
| 0.052 | 27 | 0.8% |
| Value | Count | Frequency (%) | |
| 0.457 | 1 | < 0.1% | |
| 0.442 | 1 | < 0.1% | |
| 0.438 | 1 | < 0.1% | |
| 0.427 | 1 | < 0.1% | |
| 0.417 | 1 | < 0.1% | |
| 0.414 | 1 | < 0.1% | |
| 0.402 | 1 | < 0.1% | |
| 0.389 | 1 | < 0.1% | |
| 0.387 | 1 | < 0.1% | |
| 0.378 | 2 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| dt | LandAverageTemperature | LandAverageTemperatureUncertainty | LandMaxTemperature | LandMaxTemperatureUncertainty | LandMinTemperature | LandMinTemperatureUncertainty | LandAndOceanAverageTemperature | LandAndOceanAverageTemperatureUncertainty | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 1750-01-01 | 3.034 | 3.574 | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 1750-02-01 | 3.083 | 3.702 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 1750-03-01 | 5.626 | 3.076 | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 1750-04-01 | 8.490 | 2.451 | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 1750-05-01 | 11.573 | 2.072 | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 1750-06-01 | 12.937 | 1.724 | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 1750-07-01 | 15.868 | 1.911 | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 1750-08-01 | 14.750 | 2.231 | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 1750-09-01 | 11.413 | 2.637 | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 1750-10-01 | 6.367 | 2.668 | NaN | NaN | NaN | NaN | NaN | NaN |
Last rows
| dt | LandAverageTemperature | LandAverageTemperatureUncertainty | LandMaxTemperature | LandMaxTemperatureUncertainty | LandMinTemperature | LandMinTemperatureUncertainty | LandAndOceanAverageTemperature | LandAndOceanAverageTemperatureUncertainty | |
|---|---|---|---|---|---|---|---|---|---|
| 3182 | 2015-03-01 | 6.740 | 0.060 | 12.659 | 0.096 | 0.894 | 0.079 | 15.193 | 0.061 |
| 3183 | 2015-04-01 | 9.313 | 0.088 | 15.224 | 0.137 | 3.402 | 0.147 | 15.962 | 0.061 |
| 3184 | 2015-05-01 | 12.312 | 0.081 | 18.181 | 0.117 | 6.313 | 0.153 | 16.774 | 0.058 |
| 3185 | 2015-06-01 | 14.505 | 0.068 | 20.364 | 0.133 | 8.627 | 0.168 | 17.390 | 0.057 |
| 3186 | 2015-07-01 | 15.051 | 0.086 | 20.904 | 0.109 | 9.326 | 0.225 | 17.611 | 0.058 |
| 3187 | 2015-08-01 | 14.755 | 0.072 | 20.699 | 0.110 | 9.005 | 0.170 | 17.589 | 0.057 |
| 3188 | 2015-09-01 | 12.999 | 0.079 | 18.845 | 0.088 | 7.199 | 0.229 | 17.049 | 0.058 |
| 3189 | 2015-10-01 | 10.801 | 0.102 | 16.450 | 0.059 | 5.232 | 0.115 | 16.290 | 0.062 |
| 3190 | 2015-11-01 | 7.433 | 0.119 | 12.892 | 0.093 | 2.157 | 0.106 | 15.252 | 0.063 |
| 3191 | 2015-12-01 | 5.518 | 0.100 | 10.725 | 0.154 | 0.287 | 0.099 | 14.774 | 0.062 |